What is general-purpose?

A general-purpose agent for complex, multi-step tasks and research. For C and C++ source code, it uses fw-context tools that show code for the active build configuration.

Use it for complex tasks involving C or C++ code, including finding symbols, reading implementations, and tracing callers and references through the configured build.

It avoids misleading results from raw C or C++ files that contain code for configurations not currently being built.

general-purpose — Agent for Claude Code by turbyho/fw-context-mcp

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Clone the repo

git clone --depth 1 https://github.com/turbyho/fw-context-mcp

Made for: Claude Code.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

README.md

[![agentmods](https://agentmods.dev/badge/agents/turbyho/fw-context-mcp/general-purpose/github.svg)](https://agentmods.dev/agents/turbyho/fw-context-mcp/general-purpose)

Your own site

<a href="https://agentmods.dev/agents/turbyho/fw-context-mcp/general-purpose"><img src="https://agentmods.dev/badge/agents/turbyho/fw-context-mcp/general-purpose/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

Your own site · 80×15

<a href="https://agentmods.dev/agents/turbyho/fw-context-mcp/general-purpose"><img src="https://agentmods.dev/badge/agents/turbyho/fw-context-mcp/general-purpose.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 31 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.

When invoked 320 The whole file, excluding the scripts and references it only reads on demand.

Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.

Origin original No closer match found in the catalogue.

Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

Model	Per session	Once invoked
Fable 5.1	$0.00031	$0.00320
Opus 5.5	$0.00012	$0.00128
Sonnet 5.5	$0.00006	$0.00064
Haiku 4.5	$0.00003	$0.00032

Measured 18d ago against content hash ad214260310a, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

general-purpose scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 18d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

src/fw_context_mcp/data/agents/general-purpose.md · 32 lines

What it actually says

CRITICAL — C/C++ source access (fw-context)

ALL C/C++ source code access MUST go through fw-context MCP tools. Raw source files contain unprocessed #ifdef noise; fw-context shows only what actually compiles for the build of the query.

PROHIBITED for .c/.cpp/.h/.hpp/.s/.inc files:

Read, cat — raw preprocessor noise, not compiled code
Grep, git grep — cannot resolve build-conditional code
Bash find/ls for discovering source files

REQUIRED for ALL C/C++ code access:

lookup_symbol → find symbol by exact or prefix name
search_code → find symbols by concept/topic
search_bodies → search the text of any definition (a function body, and also a class, struct, union, enum or namespace body)
search_content → search full file content (the preprocessor, extern "C")
get_source → read function body (libclang exact extents)
get_symbol_context → body + callers + callees in one call
find_callers / find_references → impact analysis
find_all_callers_recursive → full transitive call tree

SELF-CORRECT: the moment you reach for Read/grep on C/C++ → STOP → use fw-context.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

18d ago Changed ad214260310a
2mo ago Changed · +1 lines 1b1751574f98
2mo ago First seen · 31 lines · 31 tokens per session scan A 667fe8acd502

Subscribe to this mod's changes

general-purpose is an agent published in the GitHub repository turbyho/fw-context-mcp (10 stars, last pushed 19d ago), licensed MIT. It adds 31 tokens to every session and 320 once invoked, about $0.0001 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

Building agents

general-purpose next to 6 agents from other repositories
Mod	Type	Stars	Last push	Licence	Scan	Tokens	Works with
general-purposeturbyho/fw-context-mcp	Agent	10	19d ago	MIT	A	31	Claude Code
playwright-test-generatormicrosoft/playwright	Agent	99k	today	Apache-2.0	A	151	Claude Code
.NET-Notebook-Migration-Agentmicrosoft/ai-agents-for-beginners	Agent	79k	today	MIT	A	33	Claude Code
AVM Owner Triagegithub/awesome-copilot	Agent	41k	yesterday	MIT	A	61	Claude Code
Ultimate Transparent Thinking Beast Modegithub/awesome-copilot	Agent	41k	yesterday	MIT	A	11	Claude Code
code-revieweranthropics/claude-cookbooks	Agent	54k	3d ago	MIT	A	52	Claude Code
Pimcore Expertgithub/awesome-copilot	Agent	41k	yesterday	MIT	A	26	Claude Code