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Detailed, self-updating skills covering the whole system - #854

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feat/detailed-skills
Jun 7, 2026
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Detailed, self-updating skills covering the whole system#854
rohitg00 merged 2 commits into
mainfrom
feat/detailed-skills

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@rohitg00

@rohitg00 rohitg00 commented Jun 7, 2026

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What

Turns the agentmemory skills from thin stubs into a detailed, tiered knowledge base that covers every part of the system and stays current as the repo changes.

Action skills (8, rewritten)

Each is now tiered: SKILL.md (under 100 lines) with Quick start, Why, Workflow with decision gates, a WRONG/RIGHT anti-pattern callout, a checklist, and cross-links, plus an EXAMPLES.md of worked transcripts. The duplicated MCP-recovery block is extracted once to plugin/skills/_shared/TROUBLESHOOTING.md and referenced.

Reference skills (7, new)

  • agentmemory-mcp-tools, agentmemory-rest-api, agentmemory-config, agentmemory-agents, agentmemory-hooks: narrative SKILL.md plus a REFERENCE.md whose data tables are generated from source.
  • agentmemory-architecture: how it is built on the iii primitives, retrieval, storage, ports, viewer.
  • write-agentmemory-skill: the house format so future skills match.

Stays current automatically

scripts/skills/generate.ts derives the tool table (53), REST endpoints (117), env vars (34), connect adapters (17), and hook events (12) directly from source into AUTOGEN blocks. scripts/skills/check.ts lints every skill (frontmatter, Use-when trigger, under-100-line cap, no inlined troubleshooting, plugin.json count match) and re-runs the generator in --check mode to fail on drift. Both wired into CI via npm run skills:check.

Counts

15 skills total: 8 invocable, 7 reference. README and plugin.json updated.

Validation

  • npm run build, npm run skills:check, and npm test (1406) all pass locally.
  • No external product names, no emojis, no em-dashes in authored prose.

Summary by CodeRabbit

  • New Features

    • Expanded native skills from 8 to 15 and updated plugin metadata to reflect the change.
  • Documentation

    • Added comprehensive skill guides, examples, quick-starts, REST API, MCP tools, configuration and architecture references, hook documentation, and a shared troubleshooting guide.
  • Chores

    • CI now validates skills during build; added automated skills generation and a skills lint/check workflow plus npm scripts to run them.

Restructure the 8 action skills into the tiered format (SKILL.md under 100 lines, EXAMPLES.md, shared troubleshooting, anti-patterns, cross-refs) and add 7 reference skills covering MCP tools, REST API, config, connect adapters, hooks, architecture, and skill authoring. Reference data tables are generated from source by scripts/skills/generate.ts and guarded against drift by npm run skills:check in CI, so the docs stay current as the repo changes.
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agentmemory Ready Ready Preview, Comment Jun 7, 2026 12:42pm

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No actionable comments were generated in the recent review. 🎉

ℹ️ Recent review info
⚙️ Run configuration

Configuration used: defaults

Review profile: CHILL

Plan: Pro

Run ID: 039bfdaf-896e-4ce0-a944-810a68423e3a

📥 Commits

Reviewing files that changed from the base of the PR and between 616f341 and f9adb35.

📒 Files selected for processing (13)
  • plugin/skills/_shared/TROUBLESHOOTING.md
  • plugin/skills/agentmemory-config/SKILL.md
  • plugin/skills/agentmemory-hooks/SKILL.md
  • plugin/skills/commit-context/SKILL.md
  • plugin/skills/commit-history/EXAMPLES.md
  • plugin/skills/commit-history/SKILL.md
  • plugin/skills/forget/SKILL.md
  • plugin/skills/handoff/SKILL.md
  • plugin/skills/recall/SKILL.md
  • plugin/skills/recap/SKILL.md
  • plugin/skills/remember/SKILL.md
  • plugin/skills/session-history/SKILL.md
  • plugin/skills/write-agentmemory-skill/SKILL.md
✅ Files skipped from review due to trivial changes (7)
  • plugin/skills/_shared/TROUBLESHOOTING.md
  • plugin/skills/commit-history/EXAMPLES.md
  • plugin/skills/agentmemory-config/SKILL.md
  • plugin/skills/remember/SKILL.md
  • plugin/skills/forget/SKILL.md
  • plugin/skills/handoff/SKILL.md
  • plugin/skills/recap/SKILL.md
🚧 Files skipped from review as they are similar to previous changes (6)
  • plugin/skills/recall/SKILL.md
  • plugin/skills/write-agentmemory-skill/SKILL.md
  • plugin/skills/commit-history/SKILL.md
  • plugin/skills/session-history/SKILL.md
  • plugin/skills/agentmemory-hooks/SKILL.md
  • plugin/skills/commit-context/SKILL.md

📝 Walkthrough

Walkthrough

This PR expands the agentmemory skills documentation system from 8 to 15 skills by introducing automated documentation generation/validation scripts, establishing shared skill documentation patterns, and documenting system components (architecture, configuration, hooks, MCP tools, REST API) and user-invocable skills (remember, recall, recap, handoff, session-history, commit-context, commit-history, forget).

Changes

Skills Documentation System Expansion

Layer / File(s) Summary
All changes (generator, validator, CI, docs, metadata)
scripts/skills/generate.ts, scripts/skills/check.ts, .github/workflows/ci.yml, package.json, src/mcp/tools-registry.ts, plugin/skills/*, README.md, plugin/plugin.json
Adds a generator that autogenerates REFERENCE.md sections (tools, REST endpoints, env vars, adapters, hooks) with a --check mode; adds a skills linter that enforces SKILL.md frontmatter and formatting rules; wires npm run skills:check into CI; exports ESSENTIAL_TOOLS; adds/updates many SKILL.md, EXAMPLES.md, and REFERENCE.md files; updates README/plugin metadata to cite 15 skills.

Estimated code review effort

🎯 3 (Moderate) | ⏱️ ~25 minutes

Possibly related PRs

  • rohitg00/agentmemory#852: Touches src/mcp/tools-registry.ts and the exported ESSENTIAL_TOOLS change, directly related to generator use of the tool registry.
  • rohitg00/agentmemory#709: Related README/setup flow changes around npx skills add ... -y and post-connect skill installation guidance.

Poem

🐰 A skill for each memory tucked away,
Fifteen docs to guide the agent's day,
Autogen sections stitched from code and trace,
Linting guards ensure the SKILL.md space,
CI checks hop in — ready for review!

🚥 Pre-merge checks | ✅ 4 | ❌ 1

❌ Failed checks (1 warning)

Check name Status Explanation Resolution
Docstring Coverage ⚠️ Warning Docstring coverage is 0.00% which is insufficient. The required threshold is 80.00%. Write docstrings for the functions missing them to satisfy the coverage threshold.
✅ Passed checks (4 passed)
Check name Status Explanation
Description Check ✅ Passed Check skipped - CodeRabbit’s high-level summary is enabled.
Title check ✅ Passed The title accurately and specifically describes the main change: a comprehensive expansion of skills documentation and automation across the entire system, now self-updating through generated reference sections.
Linked Issues check ✅ Passed Check skipped because no linked issues were found for this pull request.
Out of Scope Changes check ✅ Passed Check skipped because no linked issues were found for this pull request.

✏️ Tip: You can configure your own custom pre-merge checks in the settings.

✨ Finishing Touches
🧪 Generate unit tests (beta)
  • Create PR with unit tests
  • Commit unit tests in branch feat/detailed-skills

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Actionable comments posted: 12

🧹 Nitpick comments (3)
plugin/skills/write-agentmemory-skill/SKILL.md (1)

11-16: 💤 Low value

Add language specifier to the fenced code block.

The directory layout code block should specify a language (e.g., text or leave blank but markdownlint prefers an explicit specifier).

📝 Suggested fix
-```
+```text
 plugin/skills/<name>/
   SKILL.md      (required, under 100 lines)
   REFERENCE.md  (optional, dense facts; auto-generate data tables)
   EXAMPLES.md   (optional, worked transcripts)
</details>

<details>
<summary>🤖 Prompt for AI Agents</summary>

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In @plugin/skills/write-agentmemory-skill/SKILL.md around lines 11 - 16, The
fenced code block in SKILL.md lacks a language specifier; update the block
delimiter for the directory layout example in SKILL.md to include an explicit
language (e.g., change totext) so markdownlint is satisfied and the
snippet is rendered as plain text.


</details>

<!-- cr-comment:v1:d534062446bc101538b133ed -->

</blockquote></details>
<details>
<summary>scripts/skills/generate.ts (1)</summary><blockquote>

`114-132`: _💤 Low value_

**Clarify the intent of filtering environment variables ending with `__`.**

Line 122 excludes variables ending with `__` from the generated list. If this filters internal/transient vars by convention, add a comment. If it's unintentional, it may hide valid config vars.

<details>
<summary>🤖 Prompt for AI Agents</summary>

```
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@scripts/skills/generate.ts` around lines 114 - 132, The env() function
filters out matched names that end with "__" via the condition
m[0].endsWith("__") which is unclear; either document the convention or stop
filtering: update the env() function to either (a) add a concise comment above
the regex/while block explaining that variables suffixed with "__" are
intentionally treated as internal/transient and should be excluded, referencing
the regex /AGENTMEMORY_[A-Z0-9_]+/ and the m[0].endsWith("__") check, or (b) if
that exclusion was accidental, remove the endsWith("__") guard so all
AGENTMEMORY_* matches are included; ensure the chosen approach is reflected
clearly in the code comment near env(), the regex, and the m[0].endsWith("__")
usage.
```

</details>

<!-- cr-comment:v1:7982906e1fdb57caa9aba3d7 -->

</blockquote></details>
<details>
<summary>scripts/skills/check.ts (1)</summary><blockquote>

`65-73`: _💤 Low value_

**Guard against undefined `description` in plugin.json validation.**

Line 67 reads `description` and uses nullish coalescing `?? ""`, but if `description` is undefined (not just null), the regex on line 68 will still work on an empty string. However, the type assertion `as string` is misleading because the JSON parse result might not have a `description` field.





<details>
<summary>🛡️ Suggested clarification</summary>

```diff
-  const desc = (JSON.parse(readFileSync(pluginJson, "utf8")).description as string) ?? "";
+  const pkg = JSON.parse(readFileSync(pluginJson, "utf8")) as { description?: string };
+  const desc = pkg.description ?? "";
```
</details>

<details>
<summary>🤖 Prompt for AI Agents</summary>

```
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@scripts/skills/check.ts` around lines 65 - 73, The code reads and asserts
description from plugin/plugin.json then runs a regex on it without verifying
the field exists or is a string; change the JSON parsing logic to safely extract
description (e.g., const parsed = JSON.parse(...); const desc = typeof
parsed.description === "string" ? parsed.description : "";), remove the
misleading "as string" assertion, and then run the /(\\d+)\\s+skills/ regex
against desc (variables: pluginJson, desc, m, dirs, errors) so missing or
non-string description fields are handled gracefully.
```

</details>

<!-- cr-comment:v1:4230cd99e9d30eaeced81777 -->

</blockquote></details>

</blockquote></details>

<details>
<summary>🤖 Prompt for all review comments with AI agents</summary>

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

Inline comments:
In @plugin/skills/_shared/TROUBLESHOOTING.md:

  • Around line 27-36: The table rows for the "recap" and "handoff" skills
    currently list POST /agentmemory/recall but that route is not registered; open
    src/triggers/api.ts, find the actual POST endpoint that handles recap/handoff
    (look for the router.post or app.post registration for agent memory
    recall/recap/hand off), and update the "recap" and "handoff" rows in
    plugin/skills/_shared/TROUBLESHOOTING.md to exactly match the registered POST
    path (replace the current /agentmemory/recall entries with the correct
    registered endpoint).

In @plugin/skills/agentmemory-config/SKILL.md:

  • Around line 13-17: The fenced code block that lists environment variables (the
    block containing ANTHROPIC_API_KEY, AGENTMEMORY_AUTO_COMPRESS,
    AGENTMEMORY_INJECT_CONTEXT) is missing a language tag; update the opening
    triple-backtick to include a language such as env or bash (e.g., ```env) so
    markdownlint MD040 is satisfied and the block is properly highlighted.

In @plugin/skills/agentmemory-hooks/SKILL.md:

  • Around line 13-16: Add a language identifier to the fenced code block that
    contains the two plugin commands in SKILL.md (the block starting with "/plugin
    marketplace add rohitg00/agentmemory" and "/plugin install agentmemory") by
    changing the opening fence from to something likebash so the block is
    recognized as shell script and satisfies markdownlint MD040.

In @plugin/skills/commit-context/SKILL.md:

  • Around line 22-25: The fenced expected-output block containing the
    commit/session sample (the block that currently begins with and includes the lines '9a1b2c3 on main by dev: "rotate refresh tokens"' and 'Linked session 7f3a9c2 "Auth refresh rework", 14 obs.') needs a language label to satisfy markdownlint MD040; update that fenced block delimiter from to ```text so
    the block is explicitly labeled (i.e., change the opening backticks for the
    example in SKILL.md to include "text").

In @plugin/skills/commit-history/EXAMPLES.md:

  • Around line 66-68: The fenced code block containing the GET request "GET
    /agentmemory/commits?branch=release-2.0&limit=100" is missing a language tag;
    update the opening fence from to a language-specific tag such ashttp (or
    text) so the block becomes http to satisfy markdownlint MD040 and keep
    EXAMPLES.md lint-clean.

In @plugin/skills/commit-history/SKILL.md:

  • Around line 19-20: The sample session IDs in SKILL.md's commit examples (e.g.,
    the "session 7f3a9c2" and "session b21d004" tokens) are only 7 characters but
    must follow the "first 8" chars rule mentioned later; update those session IDs
    to 8-character prefixes (e.g., change 7f3a9c2 → 7f3a9c2X and b21d004 → b21d004X
    or replace with the correct first-8 hex chars) so all examples in the commit
    lines match the documented "first 8" requirement (also apply the same fix to the
    other example referenced around lines 35-36).
  • Around line 18-21: The fenced code block that contains the commit lines (the
    triple backticks before the lines starting with "9a1b2c3" and "b21d004") is
    unlabeled; update the opening fence from totext so the block becomes a
    labeled code fence (keep the closing ``` unchanged) to satisfy markdownlint
    MD040.

In @plugin/skills/forget/EXAMPLES.md:

  • Line 27: Update the example lines so session IDs are consistent across the
    document: replace the truncated session IDs shown in the example string
    "abc12345 (session 7f3a9c2) "Pasted staging API key"" with the full ID used earlier (e.g., 7f3a9c21), and likewise make c98f110/c98f1100consistent everywhere; ensure the example output strings and any other examples use the exact same full session ID values throughout (search for7f3a9c2, 7f3a9c21, c98f110, c98f1100` to locate and update).

In @plugin/skills/forget/SKILL.md:

  • Around line 24-26: The fenced code block in SKILL.md containing "Found 2
    matching memories. Confirmed. Deleted 2 memories." lacks a language identifier;
    update that fenced block to include a language tag (e.g., "text") after the
    opening so the block becomestext ... ``` to satisfy markdownlint MD040
    and ensure proper rendering.

In @plugin/skills/remember/SKILL.md:

  • Around line 22-24: The fenced output block containing the line "Saved memory
    abc12345 with 3 concepts: jwt-refresh-rotation, token-revocation, auth-flow." is
    missing a language tag; update the opening fence from totext so the
    block is explicitly marked as plain text (e.g., change the fenced block that
    wraps that sentence to start with ```text).

In @plugin/skills/session-history/SKILL.md:

  • Around line 18-21: The example commit IDs in SKILL.md (e.g., the shown short
    hashes "7f3a9c2" and "b21d004" and the other examples referenced alongside the
    “first 8” rule) are only 7 characters long; update those example IDs to be 8
    characters each to match the documented “first 8” convention (ensure every
    sample ID in the file uses the first 8 chars of a commit hash so the examples
    and the rule are consistent).
  • Around line 17-22: The fenced code block in SKILL.md is unlabeled and triggers
    markdownlint MD040; update the block opening fence to include a language
    specifier (e.g., change totext) so the snippet is explicitly marked as
    plain text; ensure the closing fence remains ``` and do not alter the block
    contents.

Nitpick comments:
In @plugin/skills/write-agentmemory-skill/SKILL.md:

  • Around line 11-16: The fenced code block in SKILL.md lacks a language
    specifier; update the block delimiter for the directory layout example in
    SKILL.md to include an explicit language (e.g., change totext) so
    markdownlint is satisfied and the snippet is rendered as plain text.

In @scripts/skills/check.ts:

  • Around line 65-73: The code reads and asserts description from
    plugin/plugin.json then runs a regex on it without verifying the field exists or
    is a string; change the JSON parsing logic to safely extract description (e.g.,
    const parsed = JSON.parse(...); const desc = typeof parsed.description ===
    "string" ? parsed.description : "";), remove the misleading "as string"
    assertion, and then run the /(\d+)\s+skills/ regex against desc (variables:
    pluginJson, desc, m, dirs, errors) so missing or non-string description fields
    are handled gracefully.

In @scripts/skills/generate.ts:

  • Around line 114-132: The env() function filters out matched names that end
    with "" via the condition m[0].endsWith("") which is unclear; either
    document the convention or stop filtering: update the env() function to either
    (a) add a concise comment above the regex/while block explaining that variables
    suffixed with "" are intentionally treated as internal/transient and should be
    excluded, referencing the regex /AGENTMEMORY_[A-Z0-9_]+/ and the
    m[0].endsWith("
    ") check, or (b) if that exclusion was accidental, remove the
    endsWith("") guard so all AGENTMEMORY_* matches are included; ensure the
    chosen approach is reflected clearly in the code comment near env(), the regex,
    and the m[0].endsWith("
    ") usage.

</details>

<details>
<summary>🪄 Autofix (Beta)</summary>

Fix all unresolved CodeRabbit comments on this PR:

- [ ] <!-- {"checkboxId": "4b0d0e0a-96d7-4f10-b296-3a18ea78f0b9"} --> Push a commit to this branch (recommended)
- [ ] <!-- {"checkboxId": "ff5b1114-7d8c-49e6-8ac1-43f82af23a33"} --> Create a new PR with the fixes

</details>

---

<details>
<summary>ℹ️ Review info</summary>

<details>
<summary>⚙️ Run configuration</summary>

**Configuration used**: defaults

**Review profile**: CHILL

**Plan**: Pro

**Run ID**: `b8099475-cf40-44ea-b375-7809a9dd486a`

</details>

<details>
<summary>📥 Commits</summary>

Reviewing files that changed from the base of the PR and between 25158519d5d68b9060a97ba5bdcccc3e1aba6d79 and 616f341f1f8e0ca6417d69cb830c4b04eee86434.

</details>

<details>
<summary>📒 Files selected for processing (36)</summary>

* `.github/workflows/ci.yml`
* `README.md`
* `package.json`
* `plugin/plugin.json`
* `plugin/skills/_shared/TROUBLESHOOTING.md`
* `plugin/skills/agentmemory-agents/REFERENCE.md`
* `plugin/skills/agentmemory-agents/SKILL.md`
* `plugin/skills/agentmemory-architecture/SKILL.md`
* `plugin/skills/agentmemory-config/REFERENCE.md`
* `plugin/skills/agentmemory-config/SKILL.md`
* `plugin/skills/agentmemory-hooks/REFERENCE.md`
* `plugin/skills/agentmemory-hooks/SKILL.md`
* `plugin/skills/agentmemory-mcp-tools/REFERENCE.md`
* `plugin/skills/agentmemory-mcp-tools/SKILL.md`
* `plugin/skills/agentmemory-rest-api/REFERENCE.md`
* `plugin/skills/agentmemory-rest-api/SKILL.md`
* `plugin/skills/commit-context/EXAMPLES.md`
* `plugin/skills/commit-context/SKILL.md`
* `plugin/skills/commit-history/EXAMPLES.md`
* `plugin/skills/commit-history/SKILL.md`
* `plugin/skills/forget/EXAMPLES.md`
* `plugin/skills/forget/SKILL.md`
* `plugin/skills/handoff/EXAMPLES.md`
* `plugin/skills/handoff/SKILL.md`
* `plugin/skills/recall/EXAMPLES.md`
* `plugin/skills/recall/SKILL.md`
* `plugin/skills/recap/EXAMPLES.md`
* `plugin/skills/recap/SKILL.md`
* `plugin/skills/remember/EXAMPLES.md`
* `plugin/skills/remember/SKILL.md`
* `plugin/skills/session-history/EXAMPLES.md`
* `plugin/skills/session-history/SKILL.md`
* `plugin/skills/write-agentmemory-skill/SKILL.md`
* `scripts/skills/check.ts`
* `scripts/skills/generate.ts`
* `src/mcp/tools-registry.ts`

</details>

</details>

<!-- This is an auto-generated comment by CodeRabbit for review status -->

Comment thread plugin/skills/_shared/TROUBLESHOOTING.md
Comment thread plugin/skills/agentmemory-config/SKILL.md Outdated
Comment thread plugin/skills/agentmemory-hooks/SKILL.md Outdated
Comment thread plugin/skills/commit-context/SKILL.md Outdated
Comment thread plugin/skills/commit-history/EXAMPLES.md Outdated
Present and gate:

> Found 1 match:
> - `abc12345` (session `7f3a9c2`) "Pasted staging API key"

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⚠️ Potential issue | 🟡 Minor | ⚡ Quick win

Fix inconsistent session IDs in example output text.

The displayed session IDs are truncated compared to earlier values (7f3a9c21 vs 7f3a9c2, and c98f1100 vs c98f110). Keep these consistent so users can reliably follow and verify the workflow examples.

Also applies to: 75-75

🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@plugin/skills/forget/EXAMPLES.md` at line 27, Update the example lines so
session IDs are consistent across the document: replace the truncated session
IDs shown in the example string "`abc12345` (session `7f3a9c2`) \"Pasted staging
API key\"`" with the full ID used earlier (e.g., `7f3a9c21`), and likewise make
`c98f110`/`c98f1100` consistent everywhere; ensure the example output strings
and any other examples use the exact same full session ID values throughout
(search for `7f3a9c2`, `7f3a9c21`, `c98f110`, `c98f1100` to locate and update).

Comment thread plugin/skills/forget/SKILL.md Outdated
Comment thread plugin/skills/remember/SKILL.md Outdated
Comment thread plugin/skills/session-history/SKILL.md Outdated
Comment on lines +18 to +21
7f3a9c2 · app · 2026-06-07 09:00 · completed · 14 obs
- decision: Rotate refresh tokens on every use
b21d004 · app · 2026-06-05 14:00 · completed · 9 obs
- code: limit.ts counts per-IP

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⚠️ Potential issue | 🟡 Minor | ⚡ Quick win

Align example ID length with the documented “first 8” rule.

Lines 32-33 require first 8 chars, but Lines 18 and 20 show 7-char IDs. Keep one convention to avoid operator confusion.

Suggested fix
-7f3a9c2 · app · 2026-06-07 09:00 · completed · 14 obs
+7f3a9c21 · app · 2026-06-07 09:00 · completed · 14 obs
 ...
-b21d004 · app · 2026-06-05 14:00 · completed · 9 obs
+b21d004e · app · 2026-06-05 14:00 · completed · 9 obs

Also applies to: 32-33

🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@plugin/skills/session-history/SKILL.md` around lines 18 - 21, The example
commit IDs in SKILL.md (e.g., the shown short hashes "7f3a9c2" and "b21d004" and
the other examples referenced alongside the “first 8” rule) are only 7
characters long; update those example IDs to be 8 characters each to match the
documented “first 8” convention (ensure every sample ID in the file uses the
first 8 chars of a commit hash so the examples and the rule are consistent).

Correct the recap/handoff REST fallback in _shared/TROUBLESHOOTING.md to POST /agentmemory/smart-search (/agentmemory/recall is not a registered route), and add language identifiers to all opening code fences across the skill docs to satisfy markdownlint MD040.
@rohitg00
rohitg00 merged commit 45de643 into main Jun 7, 2026
7 checks passed
@rohitg00
rohitg00 deleted the feat/detailed-skills branch June 7, 2026 17:37
healdigital pushed a commit to healdigital/agentmemory that referenced this pull request Jul 27, 2026
* feat(skills): detailed tiered skills covering the whole system

Restructure the 8 action skills into the tiered format (SKILL.md under 100 lines, EXAMPLES.md, shared troubleshooting, anti-patterns, cross-refs) and add 7 reference skills covering MCP tools, REST API, config, connect adapters, hooks, architecture, and skill authoring. Reference data tables are generated from source by scripts/skills/generate.ts and guarded against drift by npm run skills:check in CI, so the docs stay current as the repo changes.

* docs(skills): fix recall REST mapping and label code fences

Correct the recap/handoff REST fallback in _shared/TROUBLESHOOTING.md to POST /agentmemory/smart-search (/agentmemory/recall is not a registered route), and add language identifiers to all opening code fences across the skill docs to satisfy markdownlint MD040.
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